THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG Accelerating Data-Driven Drug Development Joshua a New @Jo Joshua_a _a_ne _new Center for Dat ata a Innovat ation Septemb mber er 1 18, 2019
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG OV OVERV RVIEW 1. The Promise of Data-Driven Drug Development 2. Creating a National Health Research Data Exchange 3. Other Ways to Accelerate Drug Development with Data
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG THE PROMISE OF DATA-DRIVEN DRUG DEVELOPMENT Data-driven innovation is transforming every stage of the drug development lifecycle: discovery, clinical research, FDA review, and FDA post-market safety monitoring.
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG THE PROMISE OF DATA-DRIVEN DRUG DEVELOPMENT - DISCOVERY Moving from analysis of existing remedies and serendipitous discovery to target-based discovery and high-throughput screening (HTS). Making phenotypic screening more viable at scale. Enabling i n silico screening. HTS assays. Source: University of Bergen
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG THE PROMISE OF DATA-DRIVEN DRUG DEVELOPMENT – CLINICAL RESEARCH Improving patient recruitment with machine learning. Ensuring patients stay engaged and complete trials successfully. Reducing side effects that cause patients to exit a trial. Decentralized and virtual trials. Source: U.S. Air Force
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG THE PROMISE OF DATA-DRIVEN DRUG DEVELOPMENT – FDA REVIEW Bringing drugs to market faster with real-time data analysis. The FDA’s Real-Time Oncology Review program approved breast cancer drug Kisqali just one month after submission. Source: FDA
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG THE PROMISE OF DATA-DRIVEN DRUG DEVELOPMENT – FDA POST-MARKET SAFETY MONITORING FDA begins work on the Sentinel Initiative in 2007, launches the Sentinel System to cover hundreds of millions of patients in 2016. Analyzing data from EHRs, insurance claims, and partners to monitor drug safety. Using real-world data (RWD) to Source: WebMD support drug development.
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG CREATING A NATIONAL HEATLH RESEARCH DATA EXCHANGE Access to data is a major barrier to data-driven drug development. Patients want to share data, but often do not have the opportunity. A National Health Research Data Exchange would solve these issues and be a boon to drug development, health care research, and public health.
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG CREATING A NATIONAL HEATLH RESEARCH DATA EXCHANGE EHR integration Require National Health Research Data Exchange API integration for EHR system eligibility for ONC certification. Patient participation Opt-out, rather than opt-in. Option to donate data after death. Data access Governed by a contractual model to guard against misuse. Source: Johns Hopkins University Unique identifiers Implemented as originally recommended in HIPAA to ensure data integrity.
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG OTHER WAYS TO ACCELERATE DRUG DEVELOPMENT WITH DATA Expanding access to institutional data Expanding access to nontraditional data Modernizing regulatory processes Promoting equity “It’s hard to tailor treatments for people’s unique needs, if the people Source: STAT who are suffering from those diseases aren’t included in the studies.” Developing AI skills
THE CENTER FOR DATA INNOVATION | DATAINNOVATION.ORG THA HANK YOU OU Reports: “The Promise of Data-Driven Drug Development” http://www2.datainnovation.org/2019-data-driven-drug- development.pdf Email me: jnew@datainnovation.org
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